Applying weight paint caused my mesh to rotate 90 degrees
I got it to work while typing the question. I guess I just didn't have it selected because in Makehuman the mesh has its origin at the very bottom. So I thought I had it selected when I applied the transform. But yeah, I box selected all the meshes that I needed and the rig and apply all transform.